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English(EN) Who Owns the AI Recommendation? A Multi-Industry Empirical Map of Brand Category Ownership Across Large Language Models

研究发现:LLM依赖维基百科等第三方网站获取品牌信息 · 追踪4个来源

一项新研究表明,大型语言模型(LLM)主要依赖维基百科和YouTube等第三方来源来生成品牌信息。研究表明,维基百科是大多数语言中最常被引用的领域,而YouTube等特定市场来源在波兰品牌方面占主导地位。此外,用于查询LLM的语言会显著影响品牌声誉感知,英语查询可能会低估本土品牌,并在某些语系中显示出更负面的情绪。 AI

影响 了解LLM如何获取品牌信息对于旨在管理其在线声誉的企业以及开发更透明的AI系统的研究人员至关重要。

排序理由 该集群包含多篇在arXiv上发表的学术论文,详细介绍了LLM如何获取和代表品牌声誉的研究。

在 arXiv cs.IR (Information Retrieval) 阅读 →

AI 生成摘要 · Google Gemini · 来自 4 个来源。 我们如何撰写摘要 →

研究发现:LLM依赖维基百科等第三方网站获取品牌信息 · 追踪4个来源

报道来源 [4]

  1. arXiv cs.CL TIER_1 English(EN) · Dmitrij Zatuchin ·

    大型语言模型如何跨语言和市场获取品牌声誉

    arXiv:2606.25787v1 Announce Type: cross Abstract: When a large language model (LLM) answers a question about a company, it grounds the answer in retrieved web sources, and those sources decide what the model says. Most analysis of AI brand visibility looks at the answer text. Thi…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Dmitrij Zatuchin ·

    大型语言模型如何跨语言和市场获取品牌声誉

    When a large language model (LLM) answers a question about a company, it grounds the answer in retrieved web sources, and those sources decide what the model says. Most analysis of AI brand visibility looks at the answer text. This study looks one step earlier, at the citations. …

  3. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Dmitrij Żatuchin ·

    语言的盲点:查询语言和品牌认知层级如何塑造人工智能构建的品牌声誉(覆盖十二种欧洲语言)

    Large language models (LLMs) increasingly mediate how people form impressions of organisations, yet most monitoring is done in English, assuming an English query returns a representative picture. We measure how far that holds. We queried three grounded LLMs (GPT-5.4, Gemini 3.1 P…

  4. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Dmitrij Żatuchin ·

    AI推荐归谁所有?大型语言模型品牌品类所有权的跨行业实证图谱

    Large language models now mediate how buyers discover products and services, making the competitive structure of AI-generated recommendations a strategic concern for brands. A basic question has lacked large-scale empirical answers: in a given category, which brand does a model r…